Model comparison
Codellama 70b Instruct vs Phi 3 Mini 4k Instruct
Codellama 70b Instruct is the stronger model overall, scoring 33.7 to 27.9 on the Noometry Index.
Last verified . 5 shared benchmarks.
Meta
MicrosoftSummary
- They share 5 benchmarks with published results for both. Codellama 70b Instruct scores higher in 4 categories and Phi 3 Mini 4k Instruct in 1 category; 5 gaps are clear of the uncertainty.
- The widest gap is in coding, where Codellama 70b Instruct leads 37.6 to 26.6.
Side by side
| Codellama 70b Instruct | Phi 3 Mini 4k Instruct | |
|---|---|---|
| Provider | Meta | Microsoft |
| Noometry Index | 33.7 | 27.9 |
| Released | — | 2024-04-23 |
| Weights | Open | Open |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 7 | 35 |
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Category by category
Coding Codellama 70b Instruct leads
Codellama 70b Instruct: 37.6 (#193), Phi 3 Mini 4k Instruct: 26.6 (#323)
| Benchmark | Codellama 70b Instruct | Phi 3 Mini 4k Instruct |
|---|---|---|
| HumanEval+ | 65.9% | 59.1% |
| BigCodeBench Instruct | 40.7% | — |
| LiveBench Coding | — | 15.5% |
| LMArena Coding | — | 1093 |
| BigCodeBench Complete | 49.6% | — |
| MBPP+ | — | 54.2% |
Reasoning Codellama 70b Instruct leads
Codellama 70b Instruct: 20.1 (#242), Phi 3 Mini 4k Instruct: 14.1 (#328)
| Benchmark | Codellama 70b Instruct | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Hard Prompts | 1052 | 1072 |
| Chess Puzzles | — | 0% |
| LiveBench Reasoning | — | 26.8% |
| LiveBench Data Analysis | — | 34.7% |
| Adversarial NLI | — | 52.8% |
| BIG-Bench Hard | — | 71.7% |
| HellaSwag | — | 76.7% |
| LiveBench | — | 22.4% |
| WinoGrande | — | 70.8% |
Math Not comparable
Codellama 70b Instruct: —, Phi 3 Mini 4k Instruct: 26.6 (#257)
| Benchmark | Codellama 70b Instruct | Phi 3 Mini 4k Instruct |
|---|---|---|
| LiveBench Math | — | 15.7% |
| LMArena Math | — | 1111 |
Knowledge Not comparable
Codellama 70b Instruct: —, Phi 3 Mini 4k Instruct: 28.5 (#246)
| Benchmark | Codellama 70b Instruct | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Expert | — | 1045 |
| ARC (AI2) Challenge | — | 84.9% |
| MMLU | — | 68.8% |
| OpenBookQA | — | 88% |
| TriviaQA | — | 64% |
Multilingual Phi 3 Mini 4k Instruct leads
Codellama 70b Instruct: 24.8 (#288), Phi 3 Mini 4k Instruct: 26.3 (#280)
| Benchmark | Codellama 70b Instruct | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Non-English | 992 | 1021 |
| LMArena Chinese | — | 1021 |
| LMArena French | — | 1076 |
| LMArena German | — | 1044 |
| LMArena Japanese | — | 935 |
| LMArena Korean | — | 905 |
| LMArena Russian | — | 1022 |
| LMArena Spanish | — | 1085 |
Instruction Following Codellama 70b Instruct leads
Codellama 70b Instruct: 51.9 (#293), Phi 3 Mini 4k Instruct: 47.7 (#303)
| Benchmark | Codellama 70b Instruct | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Instruction Following | 1024 | 1053 |
| LiveBench Instruction Following | — | 39.1% |
Long Context Not comparable
Codellama 70b Instruct: —, Phi 3 Mini 4k Instruct: 31.7 (#276)
| Benchmark | Codellama 70b Instruct | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Longer Query | — | 1044 |
Writing & Preference Codellama 70b Instruct leads
Codellama 70b Instruct: 33.4 (#277), Phi 3 Mini 4k Instruct: 27.6 (#300)
| Benchmark | Codellama 70b Instruct | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Text | 1057 | 1073 |
| LMArena Creative Writing | — | 1037 |
| LMArena Multi-Turn | — | 1018 |
| LiveBench Language | — | 9.2% |
Frequently asked questions
Is Codellama 70b Instruct better than Phi 3 Mini 4k Instruct?
Codellama 70b Instruct is the stronger model overall, scoring 33.7 to 27.9 on the Noometry Index.
Is Codellama 70b Instruct or Phi 3 Mini 4k Instruct better for coding?
Codellama 70b Instruct scores higher on coding benchmarks: 37.6 versus 26.6 in the Noometry coding category.
How many benchmarks do Codellama 70b Instruct and Phi 3 Mini 4k Instruct share?
5 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and Phi 3 Mini 4k Instruct has 35.